# Load the GPT-2 tokenizer for both libraries tiktokenizer = tiktoken.get_encoding("gpt2") # tiktoken hf_tokenizer = Tokenizer.from_pretrained("gpt2") # Hugging Face tokenizers
# Measure tiktoken speed start_time = time.time() tiktoken_results = [tiktokenizer.encode(text) for text in texts] tiktoken_time = time.time() - start_time
# Measure tokenizers speed start_time = time.time() hf_results = [hf_tokenizer.encode(text).ids for text in texts] hf_time = time.time() - start_time
# Load the GPT-2 tokenizer for both libraries tiktokenizer = tiktoken.get_encoding("gpt2") # tiktoken hf_tokenizer = Tokenizer.from_pretrained("gpt2") # Hugging Face tokenizers
# Measure tiktoken speed start_time = time.time() tiktoken_results = [tiktokenizer.encode(text) for text in texts] tiktoken_time = time.time() - start_time
# Measure tokenizers speed start_time = time.time() hf_results = [hf_tokenizer.encode(text).ids for text in texts] hf_time = time.time() - start_time
Telegram has no known backdoors and, even though it is come in for criticism for using proprietary encryption methods instead of open-source ones, those have yet to be compromised. While no messaging app can guarantee a 100% impermeable defense against determined attackers, Telegram is vulnerabilities are few and either theoretical or based on spoof files fooling users into actively enabling an attack.
Telegram Auto-Delete Messages in Any Chat
Some messages aren’t supposed to last forever. There are some Telegram groups and conversations where it’s best if messages are automatically deleted in a day or a week. Here’s how to auto-delete messages in any Telegram chat. You can enable the auto-delete feature on a per-chat basis. It works for both one-on-one conversations and group chats. Previously, you needed to use the Secret Chat feature to automatically delete messages after a set time. At the time of writing, you can choose to automatically delete messages after a day or a week. Telegram starts the timer once they are sent, not after they are read. This won’t affect the messages that were sent before enabling the feature.
